Search Results for author: Zixuan Geng

Found 2 papers, 1 papers with code

Computing Rule-Based Explanations by Leveraging Counterfactuals

no code implementations31 Oct 2022 Zixuan Geng, Maximilian Schleich, Dan Suciu

We prove a Duality Theorem, showing that rule-based and counterfactual-based explanations are dual to each other, then use this observation to develop an efficient algorithm for computing rule-based explanations, which uses the counterfactual-based explanation as an oracle.

counterfactual

GeCo: Quality Counterfactual Explanations in Real Time

1 code implementation5 Jan 2021 Maximilian Schleich, Zixuan Geng, Yihong Zhang, Dan Suciu

Machine learning is increasingly applied in high-stakes decision making that directly affect people's lives, and this leads to an increased demand for systems to explain their decisions.

counterfactual Decision Making

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